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authorGeorgios Pinitas <georgios.pinitas@arm.com>2018-01-12 16:29:45 +0000
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:43:42 +0000
commitf72f9367d1eddee91f15a64952b99ee6b80b821d (patch)
tree0d3296219ca7919c263b3701ab22b5468df86354 /arm_compute/core/NEON/NEAsymm.h
parenta026e981c607272181292b044c91f73a27d2bcd9 (diff)
downloadComputeLibrary-f72f9367d1eddee91f15a64952b99ee6b80b821d.tar.gz
COMPMID-791: Adds support of QASYMM8 in NEDepthwiseConvolution3x3
Change-Id: I1a9ed6c3420ddf8978aeaad48d9915333b006b49 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116374 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Diffstat (limited to 'arm_compute/core/NEON/NEAsymm.h')
-rw-r--r--arm_compute/core/NEON/NEAsymm.h70
1 files changed, 69 insertions, 1 deletions
diff --git a/arm_compute/core/NEON/NEAsymm.h b/arm_compute/core/NEON/NEAsymm.h
index f0d7439d40..faff59563b 100644
--- a/arm_compute/core/NEON/NEAsymm.h
+++ b/arm_compute/core/NEON/NEAsymm.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017 ARM Limited.
+ * Copyright (c) 2017-2018 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -56,6 +56,74 @@ int32x4_t rounding_divide_by_pow2(int32x4_t x, int exponent);
* @return A 16-component vector in QASYMM8 format, saturated to fit
*/
uint8x16_t vmlaq_qasymm8(qasymm8x16_t vd, float32x4_t vs, float32x4_t vo);
+
+/** Performs final quantization step on 16 elements
+ *
+ * @tparam is_bounded_relu Specified if a fused bounded relu should be applied
+ *
+ * @param in_s32 Input to be quantized.
+ * @param result_fixedpoint_multiplier Result multiplier parameter
+ * @param result_shift Result shift parameter
+ * @param result_offset_after_shift_s32 Result offset parameter
+ * @param min_u8 Relu lower bound
+ * @param max_u8 Relu upper bound
+ *
+ * @return Quantized values
+ */
+template <bool is_bounded_relu>
+uint8x16_t finalize_quantization(int32x4x4_t &in_s32,
+ int result_fixedpoint_multiplier,
+ int32_t result_shift,
+ int32x4_t result_offset_after_shift_s32,
+ uint8x16_t min_u8,
+ uint8x16_t max_u8)
+{
+ const static int32x4_t zero_s32 = vdupq_n_s32(0);
+
+ // Fixed point multiplication with vector saturating rounding doubling multiply high with scalar
+ in_s32.val[0] = vqrdmulhq_n_s32(in_s32.val[0], result_fixedpoint_multiplier);
+ in_s32.val[1] = vqrdmulhq_n_s32(in_s32.val[1], result_fixedpoint_multiplier);
+ in_s32.val[2] = vqrdmulhq_n_s32(in_s32.val[2], result_fixedpoint_multiplier);
+ in_s32.val[3] = vqrdmulhq_n_s32(in_s32.val[3], result_fixedpoint_multiplier);
+
+ // Round to the nearest division by a power-of-two using result_shift_s32
+ in_s32.val[0] = rounding_divide_by_pow2(in_s32.val[0], result_shift);
+ in_s32.val[1] = rounding_divide_by_pow2(in_s32.val[1], result_shift);
+ in_s32.val[2] = rounding_divide_by_pow2(in_s32.val[2], result_shift);
+ in_s32.val[3] = rounding_divide_by_pow2(in_s32.val[3], result_shift);
+
+ // Add the offset terms
+ in_s32.val[0] = vaddq_s32(in_s32.val[0], result_offset_after_shift_s32);
+ in_s32.val[1] = vaddq_s32(in_s32.val[1], result_offset_after_shift_s32);
+ in_s32.val[2] = vaddq_s32(in_s32.val[2], result_offset_after_shift_s32);
+ in_s32.val[3] = vaddq_s32(in_s32.val[3], result_offset_after_shift_s32);
+
+ // Saturate negative values
+ in_s32.val[0] = vmaxq_s32(in_s32.val[0], zero_s32);
+ in_s32.val[1] = vmaxq_s32(in_s32.val[1], zero_s32);
+ in_s32.val[2] = vmaxq_s32(in_s32.val[2], zero_s32);
+ in_s32.val[3] = vmaxq_s32(in_s32.val[3], zero_s32);
+
+ // Convert S32 to S16
+ const int16x8x2_t in_s16 =
+ {
+ {
+ vcombine_s16(vqmovn_s32(in_s32.val[0]), vqmovn_s32(in_s32.val[1])),
+ vcombine_s16(vqmovn_s32(in_s32.val[2]), vqmovn_s32(in_s32.val[3]))
+ }
+ };
+
+ // Convert S16 to U8
+ uint8x16_t out_u8 = vcombine_u8(vqmovun_s16(in_s16.val[0]), vqmovun_s16(in_s16.val[1]));
+
+ if(is_bounded_relu)
+ {
+ out_u8 = vmaxq_u8(out_u8, min_u8);
+ out_u8 = vminq_u8(out_u8, max_u8);
+ }
+
+ return out_u8;
+}
} // namespace arm_compute
#include "arm_compute/core/NEON/NEAsymm.inl"
#endif // __ARM_COMPUTE_NEASYMM_H__